Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	20000
Missing cells	286735
Missing cells (%)	32.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.7 MiB
Average record size in memory	352.0 B

Variable types

Numeric	40
Categorical	4

Alerts

`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP` and 1 other fields	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `SBP` and 1 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 1 other fields	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`pH` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine` and 1 other fields	High correlation
`Creatinine` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Phosphate` is highly correlated with `BUN` and 1 other fields	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`SBP` is highly correlated with `MAP`	High correlation
`MAP` is highly correlated with `SBP` and 1 other fields	High correlation
`DBP` is highly correlated with `MAP`	High correlation
`BaseExcess` is highly correlated with `HCO3`	High correlation
`HCO3` is highly correlated with `BaseExcess`	High correlation
`BUN` is highly correlated with `Creatinine`	High correlation
`Creatinine` is highly correlated with `BUN`	High correlation
`Bilirubin_direct` is highly correlated with `Bilirubin_total`	High correlation
`Bilirubin_total` is highly correlated with `Bilirubin_direct`	High correlation
`Hct` is highly correlated with `Hgb`	High correlation
`Hgb` is highly correlated with `Hct`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`ICULOS` is highly correlated with `Hours`	High correlation
`SepsisLabel` is highly correlated with `Sepsis`	High correlation
`Sepsis` is highly correlated with `SepsisLabel`	High correlation
`Hours` is highly correlated with `ICULOS`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`EtCO2` has 16784 (83.9%) missing values	Missing
`BaseExcess` has 19442 (97.2%) missing values	Missing
`HCO3` has 19584 (97.9%) missing values	Missing
`FiO2` has 14178 (70.9%) missing values	Missing
`pH` has 14246 (71.2%) missing values	Missing
`PaCO2` has 14221 (71.1%) missing values	Missing
`SaO2` has 14875 (74.4%) missing values	Missing
`AST` has 11536 (57.7%) missing values	Missing
`BUN` has 1591 (8.0%) missing values	Missing
`Alkalinephos` has 11530 (57.6%) missing values	Missing
`Calcium` has 1550 (7.8%) missing values	Missing
`Chloride` has 18383 (91.9%) missing values	Missing
`Creatinine` has 1588 (7.9%) missing values	Missing
`Bilirubin_direct` has 18529 (92.6%) missing values	Missing
`Glucose` has 1173 (5.9%) missing values	Missing
`Lactate` has 15240 (76.2%) missing values	Missing
`Magnesium` has 3543 (17.7%) missing values	Missing
`Phosphate` has 8365 (41.8%) missing values	Missing
`Potassium` has 1434 (7.2%) missing values	Missing
`Bilirubin_total` has 11522 (57.6%) missing values	Missing
`TroponinI` has 13436 (67.2%) missing values	Missing
`Hct` has 1953 (9.8%) missing values	Missing
`Hgb` has 1941 (9.7%) missing values	Missing
`PTT` has 15602 (78.0%) missing values	Missing
`WBC` has 2000 (10.0%) missing values	Missing
`Fibrinogen` has 18052 (90.3%) missing values	Missing
`Platelets` has 1992 (10.0%) missing values	Missing
`Unit1` has 6095 (30.5%) missing values	Missing
`Unit2` has 6095 (30.5%) missing values	Missing
`FiO2` is highly skewed (γ1 = 76.23783285)	Skewed
`PatientID` is uniformly distributed	Uniform
`PatientID` has unique values	Unique
`HospAdmTime` has 1145 (5.7%) zeros	Zeros
`SepsisLabel` has 18858 (94.3%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:23:20.454859
Analysis finished	2021-11-29 10:23:33.739015
Duration	13.28 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	20000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	110000.5

Minimum	100001
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	100001
5-th percentile	101000.95
Q1	105000.75
median	110000.5
Q3	115000.25
95-th percentile	119000.05
Maximum	120000
Range	19999
Interquartile range (IQR)	9999.5

Descriptive statistics

Standard deviation	5773.647028
Coefficient of variation (CV)	0.05248746167
Kurtosis	-1.2
Mean	110000.5
Median Absolute Deviation (MAD)	5000
Skewness	0
Sum	2200010000
Variance	33335000
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100001	1	< 0.1%
113331	1	< 0.1%
113338	1	< 0.1%
113337	1	< 0.1%
113336	1	< 0.1%
113335	1	< 0.1%
113334	1	< 0.1%
113333	1	< 0.1%
113332	1	< 0.1%
113330	1	< 0.1%
Other values (19990)	19990	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100001	1	< 0.1%
100002	1	< 0.1%
100003	1	< 0.1%
100004	1	< 0.1%
100005	1	< 0.1%
100006	1	< 0.1%
100007	1	< 0.1%
100008	1	< 0.1%
100009	1	< 0.1%
100010	1	< 0.1%

Value	Count	Frequency (%)
120000	1	< 0.1%
119999	1	< 0.1%
119998	1	< 0.1%
119997	1	< 0.1%
119996	1	< 0.1%
119995	1	< 0.1%
119994	1	< 0.1%
119993	1	< 0.1%
119992	1	< 0.1%
119991	1	< 0.1%

HR
Real number (ℝ_≥0)

Distinct	15131
Distinct (%)	75.7%
Missing	4
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	83.04871048

Minimum	33.36
Maximum	174.6976744
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	33.36
5-th percentile	60.42152123
Q1	72.19230769
median	82.17248284
Q3	92.6
95-th percentile	109.1428571
Maximum	174.6976744
Range	141.3376744
Interquartile range (IQR)	20.40769231

Descriptive statistics

Standard deviation	14.99990916
Coefficient of variation (CV)	0.1806157985
Kurtosis	0.2303158873
Mean	83.04871048
Median Absolute Deviation (MAD)	10.17248284
Skewness	0.3821272666
Sum	1660642.015
Variance	224.9972747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68	28	0.1%
72.5	23	0.1%
80	23	0.1%
86	21	0.1%
90	21	0.1%
70	20	0.1%
77	20	0.1%
83	19	0.1%
76	19	0.1%
81	19	0.1%
Other values (15121)	19783	98.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.36	1	< 0.1%
37.28571429	1	< 0.1%
37.96052632	1	< 0.1%
38.78378378	1	< 0.1%
38.984375	1	< 0.1%
39.86764706	1	< 0.1%
40.0326087	1	< 0.1%
40.93181818	1	< 0.1%
40.9375	1	< 0.1%
41.2826087	1	< 0.1%

Value	Count	Frequency (%)
174.6976744	1	< 0.1%
158.2142857	1	< 0.1%
156.1428571	1	< 0.1%
153	1	< 0.1%
148.5196078	1	< 0.1%
145.6545455	1	< 0.1%
145.2	1	< 0.1%
144.8409091	1	< 0.1%
143.2333333	1	< 0.1%
140.7340426	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

Distinct	7737
Distinct (%)	38.7%
Missing	6
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	97.10576372

Minimum	65.5
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	65.5
5-th percentile	94
Q1	96.01860587
median	97.32240143
Q3	98.47660576
95-th percentile	99.65625
Maximum	100
Range	34.5
Interquartile range (IQR)	2.457999889

Descriptive statistics

Standard deviation	1.944590634
Coefficient of variation (CV)	0.02002549137
Kurtosis	22.29509362
Mean	97.10576372
Median Absolute Deviation (MAD)	1.221587214
Skewness	-2.439035024
Sum	1941532.64
Variance	3.781432733
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	183	0.9%
98	141	0.7%
97	131	0.7%
97.5	118	0.6%
98.5	113	0.6%
99	102	0.5%
96.5	92	0.5%
96	91	0.5%
99.5	68	0.3%
98.25	63	0.3%
Other values (7727)	18892	94.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
65.5	1	< 0.1%
66.85714286	1	< 0.1%
67.72580645	1	< 0.1%
72	1	< 0.1%
72.58333333	1	< 0.1%
73.44285714	1	< 0.1%
74.33333333	1	< 0.1%
74.80392157	1	< 0.1%
75.58823529	1	< 0.1%
76.32142857	1	< 0.1%

Value	Count	Frequency (%)
100	183	0.9%
99.99074074	1	< 0.1%
99.9893617	1	< 0.1%
99.98611111	1	< 0.1%
99.98571429	1	< 0.1%
99.98529412	1	< 0.1%
99.984375	1	< 0.1%
99.98181818	1	< 0.1%
99.98076923	1	< 0.1%
99.97916667	1	< 0.1%

Temp
Real number (ℝ_≥0)

Distinct	5252
Distinct (%)	26.3%
Missing	49
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	36.77130518

Minimum	31.44444444
Maximum	39.7375
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	31.44444444
5-th percentile	36
Q1	36.44
median	36.72567568
Q3	37.0822479
95-th percentile	37.67330317
Maximum	39.7375
Range	8.293055556
Interquartile range (IQR)	0.6422478992

Descriptive statistics

Standard deviation	0.5290535673
Coefficient of variation (CV)	0.01438767443
Kurtosis	3.225961007
Mean	36.77130518
Median Absolute Deviation (MAD)	0.3187687688
Skewness	-0.009018216435
Sum	733624.3097
Variance	0.2798976771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.5	243	1.2%
36.6	233	1.2%
36.4	191	1.0%
36.7	164	0.8%
36.9	150	0.8%
36.8	149	0.7%
36.3	130	0.7%
37	123	0.6%
36	116	0.6%
36.55	113	0.6%
Other values (5242)	18339	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
31.44444444	1	< 0.1%
32.30714286	1	< 0.1%
32.44285714	1	< 0.1%
32.8	1	< 0.1%
32.93235294	1	< 0.1%
32.95	1	< 0.1%
33.08333333	1	< 0.1%
33.10576923	1	< 0.1%
33.35	1	< 0.1%
33.39861111	1	< 0.1%

Value	Count	Frequency (%)
39.7375	1	< 0.1%
39.71451613	1	< 0.1%
39.675	1	< 0.1%
39.50714286	1	< 0.1%
39.36666667	1	< 0.1%
39.22291667	1	< 0.1%
39.16029412	1	< 0.1%
39.1	1	< 0.1%
39.05	1	< 0.1%
38.98	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	15753
Distinct (%)	78.9%
Missing	24
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	126.4104727

Minimum	54.54166667
Maximum	203.775
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	54.54166667
5-th percentile	98.52083333
Q1	112.8333333
median	125
Q3	138.7410714
95-th percentile	159.1377467
Maximum	203.775
Range	149.2333333
Interquartile range (IQR)	25.9077381

Descriptive statistics

Standard deviation	18.61359086
Coefficient of variation (CV)	0.1472472215
Kurtosis	-0.03379315869
Mean	126.4104727
Median Absolute Deviation (MAD)	12.78947368
Skewness	0.3318814023
Sum	2525175.602
Variance	346.4657649
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128	21	0.1%
116	17	0.1%
127	17	0.1%
122	17	0.1%
125	17	0.1%
142	16	0.1%
110	16	0.1%
116.5	16	0.1%
133	16	0.1%
124	15	0.1%
Other values (15743)	19808	99.0%
(Missing)	24	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54.54166667	1	< 0.1%
56.29807692	1	< 0.1%
57.575	1	< 0.1%
60.34615385	1	< 0.1%
65	1	< 0.1%
65.125	1	< 0.1%
65.27083333	1	< 0.1%
66	1	< 0.1%
66.09090909	1	< 0.1%
68.5	1	< 0.1%

Value	Count	Frequency (%)
203.775	1	< 0.1%
200.7830189	1	< 0.1%
200.1555556	1	< 0.1%
197.2	1	< 0.1%
197.1428571	1	< 0.1%
196.8043478	1	< 0.1%
194.1862745	1	< 0.1%
192.75	1	< 0.1%
192.4396552	1	< 0.1%
192.1857143	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	14332
Distinct (%)	72.0%
Missing	102
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	86.74191272

Minimum	34.29166667
Maximum	143.2285714
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	34.29166667
5-th percentile	68.62435345
Q1	77.26923077
median	85.13126566
Q3	94.64404762
95-th percentile	110.3827381
Maximum	143.2285714
Range	108.9369048
Interquartile range (IQR)	17.37481685

Descriptive statistics

Standard deviation	12.90803422
Coefficient of variation (CV)	0.1488096564
Kurtosis	0.3753422494
Mean	86.74191272
Median Absolute Deviation (MAD)	8.535401003
Skewness	0.6007607492
Sum	1725990.579
Variance	166.6173475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	34	0.2%
80	31	0.2%
87	30	0.1%
92	28	0.1%
91	27	0.1%
82	26	0.1%
93	25	0.1%
81	25	0.1%
79.5	23	0.1%
89	22	0.1%
Other values (14322)	19627	98.1%
(Missing)	102	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.29166667	1	< 0.1%
38.46875	1	< 0.1%
45.79166667	1	< 0.1%
46.16666667	1	< 0.1%
46.95652174	1	< 0.1%
48.03947368	1	< 0.1%
48.5	1	< 0.1%
49	1	< 0.1%
50.05681818	1	< 0.1%
50.28571429	1	< 0.1%

Value	Count	Frequency (%)
143.2285714	1	< 0.1%
141.0645161	1	< 0.1%
140.7241379	1	< 0.1%
140.4056604	1	< 0.1%
140	1	< 0.1%
139.9375	1	< 0.1%
138.9907407	1	< 0.1%
138.1363636	1	< 0.1%
137.5	1	< 0.1%
137.4130435	1	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	14217
Distinct (%)	71.2%
Missing	27
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	66.6384943

Minimum	24
Maximum	116.1891892
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	24
5-th percentile	50.94563492
Q1	59.1
median	65.55
Q3	73.28571429
95-th percentile	86.22745098
Maximum	116.1891892
Range	92.18918919
Interquartile range (IQR)	14.18571429

Descriptive statistics

Standard deviation	10.80896208
Coefficient of variation (CV)	0.1622029758
Kurtosis	0.5003833477
Mean	66.6384943
Median Absolute Deviation (MAD)	6.992307692
Skewness	0.5108030707
Sum	1330970.647
Variance	116.8336612
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67.5	34	0.2%
61	29	0.1%
69	27	0.1%
66	26	0.1%
65	25	0.1%
70	25	0.1%
67	25	0.1%
60	24	0.1%
64	24	0.1%
62	24	0.1%
Other values (14207)	19710	98.6%
(Missing)	27	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	1	< 0.1%
28.58333333	1	< 0.1%
29.575	1	< 0.1%
30.41428571	1	< 0.1%
31.02222222	1	< 0.1%
32.02272727	1	< 0.1%
32.52631579	1	< 0.1%
32.9375	1	< 0.1%
33.08823529	1	< 0.1%
33.48076923	1	< 0.1%

Value	Count	Frequency (%)
116.1891892	1	< 0.1%
116.0135135	1	< 0.1%
115.1363636	1	< 0.1%
114.875	1	< 0.1%
113.2857143	1	< 0.1%
112.2692308	1	< 0.1%
110.875	1	< 0.1%
110.825	1	< 0.1%
110.0384615	1	< 0.1%
109.4534884	1	< 0.1%

Resp
Real number (ℝ_≥0)

Distinct	9074
Distinct (%)	45.5%
Missing	43
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%
Mean	18.48372382

Minimum	1
Maximum	56.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1
5-th percentile	14.27119691
Q1	16.66666667
median	18.1875
Q3	20.03947368
95-th percentile	23.625
Maximum	56.25
Range	55.25
Interquartile range (IQR)	3.372807018

Descriptive statistics

Standard deviation	3.134884136
Coefficient of variation (CV)	0.1696024117
Kurtosis	6.795482191
Mean	18.48372382
Median Absolute Deviation (MAD)	1.677083333
Skewness	0.6931995319
Sum	368879.6762
Variance	9.827498548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	298	1.5%
17	142	0.7%
16	140	0.7%
17.5	119	0.6%
19	92	0.5%
18.5	84	0.4%
16.5	78	0.4%
17.33333333	76	0.4%
20	59	0.3%
19.5	53	0.3%
Other values (9064)	18816	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
1.333333333	2	< 0.1%
1.5	2	< 0.1%
1.583333333	1	< 0.1%
1.636363636	1	< 0.1%
1.642857143	1	< 0.1%
1.764705882	1	< 0.1%
1.833333333	1	< 0.1%
1.842105263	1	< 0.1%
1.9	1	< 0.1%

Value	Count	Frequency (%)
56.25	1	< 0.1%
56	1	< 0.1%
50.04166667	1	< 0.1%
44.28571429	1	< 0.1%
40.21428571	1	< 0.1%
39.5	1	< 0.1%
38.91666667	1	< 0.1%
37.5125	1	< 0.1%
37.37878788	1	< 0.1%
37.25	1	< 0.1%

EtCO2
Real number (ℝ_≥0)

MISSING

Distinct	1928
Distinct (%)	60.0%
Missing	16784
Missing (%)	83.9%
Infinite	0
Infinite (%)	0.0%
Mean	33.09096109

Minimum	10
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	10
5-th percentile	17.8875
Q1	28.34903846
median	33.05
Q3	37.25
95-th percentile	43.25347222
Maximum	100
Range	90
Interquartile range (IQR)	8.900961538

Descriptive statistics

Standard deviation	10.19338005
Coefficient of variation (CV)	0.3080412207
Kurtosis	16.96107567
Mean	33.09096109
Median Absolute Deviation (MAD)	4.45
Skewness	2.739708572
Sum	106420.5309
Variance	103.9049968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	28	0.1%
34	26	0.1%
40	23	0.1%
33	22	0.1%
36	21	0.1%
39	20	0.1%
32	19	0.1%
28	19	0.1%
37	19	0.1%
34.5	18	0.1%
Other values (1918)	3001	15.0%
(Missing)	16784	83.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	4	< 0.1%
10.125	1	< 0.1%
10.5	5	< 0.1%
10.83333333	1	< 0.1%
11	6	< 0.1%
11.15	1	< 0.1%
11.25	1	< 0.1%
11.5	1	< 0.1%
11.75	1	< 0.1%
11.84615385	1	< 0.1%

Value	Count	Frequency (%)
100	7	< 0.1%
99	4	< 0.1%
98.5	1	< 0.1%
98	6	< 0.1%
97.5	1	< 0.1%
97.25	1	< 0.1%
97	7	< 0.1%
96	2	< 0.1%
95	1	< 0.1%
94	2	< 0.1%

BaseExcess
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	392
Distinct (%)	70.3%
Missing	19442
Missing (%)	97.2%
Infinite	0
Infinite (%)	0.0%
Mean	-2.529682715

Minimum	-22.36666667
Maximum	9.1
Zeros	2
Zeros (%)	< 0.1%
Negative	434
Negative (%)	2.2%
Memory size	156.4 KiB

Quantile statistics

Minimum	-22.36666667
5-th percentile	-9.23
Q1	-4.6
median	-2.4
Q3	-0.38125
95-th percentile	3.6778125
Maximum	9.1
Range	31.46666667
Interquartile range (IQR)	4.21875

Descriptive statistics

Standard deviation	3.85935829
Coefficient of variation (CV)	-1.525629387
Kurtosis	2.348435347
Mean	-2.529682715
Median Absolute Deviation (MAD)	2.1
Skewness	-0.4961503107
Sum	-1411.562955
Variance	14.89464641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1.7	8	< 0.1%
-1.3	7	< 0.1%
-3.9	7	< 0.1%
1.2	6	< 0.1%
-4.6	6	< 0.1%
-0.9	5	< 0.1%
-3.3	5	< 0.1%
-3.7	5	< 0.1%
-4.4	5	< 0.1%
-3.4	5	< 0.1%
Other values (382)	499	2.5%
(Missing)	19442	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-22.36666667	1	< 0.1%
-18.25	1	< 0.1%
-16.18333333	1	< 0.1%
-15.1	1	< 0.1%
-15.075	1	< 0.1%
-14.025	1	< 0.1%
-14.02	1	< 0.1%
-13.05	1	< 0.1%
-12	1	< 0.1%
-11.8	1	< 0.1%

Value	Count	Frequency (%)
9.1	1	< 0.1%
9	1	< 0.1%
8.175	1	< 0.1%
7.642857143	1	< 0.1%
7.6	2	< 0.1%
7.1	1	< 0.1%
6.3	1	< 0.1%
6.1	1	< 0.1%
5.9	2	< 0.1%
5.85	1	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	310
Distinct (%)	74.5%
Missing	19584
Missing (%)	97.9%
Infinite	0
Infinite (%)	0.0%
Mean	23.34547262

Minimum	7.7
Maximum	33.05714286
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	7.7
5-th percentile	18.39375
Q1	21.7
median	23.403125
Q3	25.0125
95-th percentile	28.8
Maximum	33.05714286
Range	25.35714286
Interquartile range (IQR)	3.3125

Descriptive statistics

Standard deviation	3.07572166
Coefficient of variation (CV)	0.1317480999
Kurtosis	2.223522011
Mean	23.34547262
Median Absolute Deviation (MAD)	1.671875
Skewness	-0.2459323095
Sum	9711.71661
Variance	9.460063729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.5	6	< 0.1%
21.5	6	< 0.1%
23.9	5	< 0.1%
23.2	5	< 0.1%
28.8	4	< 0.1%
22.6	4	< 0.1%
21.3	4	< 0.1%
22	4	< 0.1%
21.7	4	< 0.1%
22.2	4	< 0.1%
Other values (300)	370	1.8%
(Missing)	19584	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.7	1	< 0.1%
13.1	1	< 0.1%
13.15	1	< 0.1%
14.6	1	< 0.1%
15.46666667	1	< 0.1%
16.2	1	< 0.1%
16.36666667	1	< 0.1%
16.43	1	< 0.1%
16.8	1	< 0.1%
17	1	< 0.1%

Value	Count	Frequency (%)
33.05714286	1	< 0.1%
32.8	1	< 0.1%
32.4	1	< 0.1%
32	2	< 0.1%
30.9	1	< 0.1%
30.6	1	< 0.1%
30.1	1	< 0.1%
29.7	1	< 0.1%
29.5	2	< 0.1%
29.45	1	< 0.1%

FiO2
Real number (ℝ)

MISSING
SKEWED

Distinct	620
Distinct (%)	10.6%
Missing	14178
Missing (%)	70.9%
Infinite	0
Infinite (%)	0.0%
Mean	0.6540048137

Minimum	-16
Maximum	1000.3
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	< 0.1%
Memory size	156.4 KiB

Quantile statistics

Minimum	-16
5-th percentile	0.21
Q1	0.36
median	0.44
Q3	0.5891865079
95-th percentile	1
Maximum	1000.3
Range	1016.3
Interquartile range (IQR)	0.2291865079

Descriptive statistics

Standard deviation	13.10707758
Coefficient of variation (CV)	20.04125551
Kurtosis	5815.504986
Mean	0.6540048137
Median Absolute Deviation (MAD)	0.105
Skewness	76.23783285
Sum	3807.616025
Variance	171.7954826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4	948	4.7%
0.21	560	2.8%
0.5	536	2.7%
1	326	1.6%
0.7	211	1.1%
0.45	205	1.0%
0.6	203	1.0%
0.28	193	1.0%
0.3	151	0.8%
0.35	108	0.5%
Other values (610)	2381	11.9%
(Missing)	14178	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-16	1	< 0.1%
-5.6375	1	< 0.1%
0.04	2	< 0.1%
0.05	4	< 0.1%
0.06	4	< 0.1%
0.115	1	< 0.1%
0.16	1	< 0.1%
0.21	560	2.8%
0.21	25	0.1%
0.2130434783	1	< 0.1%

Value	Count	Frequency (%)
1000.3	1	< 0.1%
2	4	< 0.1%
1.6	1	< 0.1%
1.5	2	< 0.1%
1.266666667	1	< 0.1%
1.214285714	1	< 0.1%
1.2	1	< 0.1%
1.166666667	2	< 0.1%
1	326	1.6%
0.99	1	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	761
Distinct (%)	13.2%
Missing	14246
Missing (%)	71.2%
Infinite	0
Infinite (%)	0.0%
Mean	7.378449701

Minimum	6.78
Maximum	7.615
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	6.78
5-th percentile	7.27
Q1	7.34
median	7.38
Q3	7.42
95-th percentile	7.485
Maximum	7.615
Range	0.835
Interquartile range (IQR)	0.08

Descriptive statistics

Standard deviation	0.06838952578
Coefficient of variation (CV)	0.009268820491
Kurtosis	3.555423499
Mean	7.378449701
Median Absolute Deviation (MAD)	0.04
Skewness	-0.6345560451
Sum	42455.59958
Variance	0.004677127236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.38	261	1.3%
7.4	205	1.0%
7.37	199	1.0%
7.41	196	1.0%
7.42	194	1.0%
7.36	191	1.0%
7.34	184	0.9%
7.35	180	0.9%
7.39	163	0.8%
7.32	156	0.8%
Other values (751)	3825	19.1%
(Missing)	14246	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.78	1	< 0.1%
6.81	1	< 0.1%
6.986666667	1	< 0.1%
7.003333333	1	< 0.1%
7.026666667	1	< 0.1%
7.034375	1	< 0.1%
7.046666667	1	< 0.1%
7.05875	1	< 0.1%
7.06	1	< 0.1%
7.06875	1	< 0.1%

Value	Count	Frequency (%)
7.615	1	< 0.1%
7.61	1	< 0.1%
7.6	4	< 0.1%
7.59	3	< 0.1%
7.585	2	< 0.1%
7.583333333	1	< 0.1%
7.58	3	< 0.1%
7.575	1	< 0.1%
7.574	1	< 0.1%
7.57	3	< 0.1%

PaCO2
Real number (ℝ_≥0)

MISSING

Distinct	1324
Distinct (%)	22.9%
Missing	14221
Missing (%)	71.1%
Infinite	0
Infinite (%)	0.0%
Mean	40.36314483

Minimum	12
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	12
5-th percentile	28.5
Q1	35
median	39
Q3	43.56666667
95-th percentile	57
Maximum	100
Range	88
Interquartile range (IQR)	8.566666667

Descriptive statistics

Standard deviation	9.502627724
Coefficient of variation (CV)	0.2354283286
Kurtosis	6.261454088
Mean	40.36314483
Median Absolute Deviation (MAD)	4
Skewness	1.836396002
Sum	233258.6139
Variance	90.29993367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	173	0.9%
36	155	0.8%
35	150	0.8%
37	150	0.8%
40	150	0.8%
34	146	0.7%
41	137	0.7%
42	135	0.7%
39	124	0.6%
44	119	0.6%
Other values (1314)	4340	21.7%
(Missing)	14221	71.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12	1	< 0.1%
15	3	< 0.1%
15.3	1	< 0.1%
15.5	1	< 0.1%
16	2	< 0.1%
16.7	1	< 0.1%
17	3	< 0.1%
18	4	< 0.1%
18.8	1	< 0.1%
19	4	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
95.75	1	< 0.1%
95	1	< 0.1%
94.66666667	1	< 0.1%
93.4	1	< 0.1%
92.5	2	< 0.1%
92	1	< 0.1%
89.66666667	1	< 0.1%
89.2	1	< 0.1%
88.1	1	< 0.1%

SaO2
Real number (ℝ_≥0)

MISSING

Distinct	1153
Distinct (%)	22.5%
Missing	14875
Missing (%)	74.4%
Infinite	0
Infinite (%)	0.0%
Mean	96.68643136

Minimum	50.3
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	50.3
5-th percentile	91.9
Q1	95.8
median	97.4
Q3	98.6
95-th percentile	99.5
Maximum	100
Range	49.7
Interquartile range (IQR)	2.8

Descriptive statistics

Standard deviation	3.121416242
Coefficient of variation (CV)	0.03228391201
Kurtosis	38.47620369
Mean	96.68643136
Median Absolute Deviation (MAD)	1.3
Skewness	-4.428625065
Sum	495517.9607
Variance	9.743239358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	88	0.4%
98.8	86	0.4%
99.2	80	0.4%
98.6	80	0.4%
98.2	73	0.4%
99.1	72	0.4%
98.7	72	0.4%
99.4	70	0.4%
97.8	69	0.3%
98.4	68	0.3%
Other values (1143)	4367	21.8%
(Missing)	14875	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50.3	1	< 0.1%
52.5	1	< 0.1%
58.8	1	< 0.1%
65.1	1	< 0.1%
65.6	1	< 0.1%
66.1	1	< 0.1%
68	1	< 0.1%
68.2	1	< 0.1%
68.25	1	< 0.1%
69.46666667	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
99.9	30	0.1%
99.85	1	< 0.1%
99.83846154	1	< 0.1%
99.83333333	3	< 0.1%
99.8	2	< 0.1%
99.8	34	0.2%
99.775	1	< 0.1%
99.75	3	< 0.1%
99.73888889	1	< 0.1%

AST
Real number (ℝ_≥0)

MISSING

Distinct	1140
Distinct (%)	13.5%
Missing	11536
Missing (%)	57.7%
Infinite	0
Infinite (%)	0.0%
Mean	102.5666227

Minimum	5
Maximum	9264
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	5
5-th percentile	13
Q1	19
median	28
Q3	53
95-th percentile	288.925
Maximum	9264
Range	9259
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	408.9595643
Coefficient of variation (CV)	3.987257781
Kurtosis	147.3602341
Mean	102.5666227
Median Absolute Deviation (MAD)	11.5
Skewness	10.87603604
Sum	868123.8943
Variance	167247.9253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	263	1.3%
19	262	1.3%
17	254	1.3%
21	245	1.2%
20	241	1.2%
16	228	1.1%
22	219	1.1%
24	214	1.1%
15	213	1.1%
23	197	1.0%
Other values (1130)	6128	30.6%
(Missing)	11536	57.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	2	< 0.1%
5.5	1	< 0.1%
6	5	< 0.1%
6.5	2	< 0.1%
7	7	< 0.1%
8	15	0.1%
8.25	1	< 0.1%
8.5	6	< 0.1%
9	33	0.2%
9.5	11	0.1%

Value	Count	Frequency (%)
9264	1	< 0.1%
7906	1	< 0.1%
6836	1	< 0.1%
6642.2	1	< 0.1%
6602.5	1	< 0.1%
6560	1	< 0.1%
6236	1	< 0.1%
6069.6	1	< 0.1%
5866.5	1	< 0.1%
5805.666667	1	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1122
Distinct (%)	6.1%
Missing	1591
Missing (%)	8.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.43511645

Minimum	1
Maximum	192.8333333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	11
median	16
Q3	25
95-th percentile	57
Maximum	192.8333333
Range	191.8333333
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	17.55304021
Coefficient of variation (CV)	0.8188917588
Kurtosis	10.36440433
Mean	21.43511645
Median Absolute Deviation (MAD)	6
Skewness	2.69803319
Sum	394599.0587
Variance	308.1092206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	653	3.3%
12	651	3.3%
10	601	3.0%
14	588	2.9%
11	576	2.9%
15	519	2.6%
16	495	2.5%
9	491	2.5%
17	471	2.4%
8	429	2.1%
Other values (1112)	12935	64.7%
(Missing)	1591	8.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	6	< 0.1%
1.25	1	< 0.1%
1.5	5	< 0.1%
1.538461538	1	< 0.1%
1.583333333	2	< 0.1%
1.666666667	6	< 0.1%
1.75	1	< 0.1%
2	16	0.1%
2.125	1	< 0.1%
2.333333333	1	< 0.1%

Value	Count	Frequency (%)
192.8333333	1	< 0.1%
181.6	1	< 0.1%
179.5	1	< 0.1%
178	1	< 0.1%
172	1	< 0.1%
170	1	< 0.1%
161	1	< 0.1%
152	1	< 0.1%
151.3333333	1	< 0.1%
147	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

MISSING

Distinct	1036
Distinct (%)	12.2%
Missing	11530
Missing (%)	57.6%
Infinite	0
Infinite (%)	0.0%
Mean	88.37053948

Minimum	11
Maximum	1650
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	11
5-th percentile	34.05
Q1	52
median	69
Q3	97
95-th percentile	198
Maximum	1650
Range	1639
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	80.74393553
Coefficient of variation (CV)	0.9136974382
Kurtosis	74.15927109
Mean	88.37053948
Median Absolute Deviation (MAD)	20
Skewness	6.637635128
Sum	748498.4694
Variance	6519.583125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	118	0.6%
53	117	0.6%
69	114	0.6%
55	113	0.6%
58	110	0.5%
56	108	0.5%
50	108	0.5%
71	107	0.5%
54	107	0.5%
59	106	0.5%
Other values (1026)	7362	36.8%
(Missing)	11530	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	2	< 0.1%
13	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	2	< 0.1%
18	4	< 0.1%
18.33333333	1	< 0.1%
19	4	< 0.1%
19.33333333	1	< 0.1%
20	2	< 0.1%

Value	Count	Frequency (%)
1650	2	< 0.1%
1303.5	1	< 0.1%
1214	1	< 0.1%
1129	1	< 0.1%
1072	1	< 0.1%
1051.5	1	< 0.1%
1003.25	1	< 0.1%
972	1	< 0.1%
959.5	1	< 0.1%
958	1	< 0.1%

Calcium
Real number (ℝ_≥0)

MISSING

Distinct	3769
Distinct (%)	20.4%
Missing	1550
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.743981929

Minimum	1.063333333
Maximum	27.45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1.063333333
5-th percentile	4.035714286
Q1	7.3
median	8.266666667
Q3	8.766666667
95-th percentile	9.4
Maximum	27.45
Range	26.38666667
Interquartile range (IQR)	1.466666667

Descriptive statistics

Standard deviation	1.77068401
Coefficient of variation (CV)	0.2286529109
Kurtosis	4.496435604
Mean	7.743981929
Median Absolute Deviation (MAD)	0.6166666667
Skewness	-0.5413985796
Sum	142876.4666
Variance	3.135321863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.5	647	3.2%
8.3	549	2.7%
8.6	542	2.7%
8.4	513	2.6%
8.8	501	2.5%
8.7	497	2.5%
8.2	479	2.4%
8.9	445	2.2%
8.1	441	2.2%
9	433	2.2%
Other values (3759)	13403	67.0%
(Missing)	1550	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.063333333	1	< 0.1%
1.07	1	< 0.1%
1.08	3	< 0.1%
1.085	1	< 0.1%
1.09	1	< 0.1%
1.1	2	< 0.1%
1.11	1	< 0.1%
1.12	1	< 0.1%
1.125	1	< 0.1%
1.13	3	< 0.1%

Value	Count	Frequency (%)
27.45	1	< 0.1%
25.2	1	< 0.1%
23.7	1	< 0.1%
19.1	1	< 0.1%
18.8	2	< 0.1%
18.6	3	< 0.1%
18.3	1	< 0.1%
18.2	3	< 0.1%
18.1	1	< 0.1%
18	2	< 0.1%

Chloride
Real number (ℝ_≥0)

MISSING

Distinct	321
Distinct (%)	19.9%
Missing	18383
Missing (%)	91.9%
Infinite	0
Infinite (%)	0.0%
Mean	105.9066444

Minimum	74
Maximum	124
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	74
5-th percentile	97
Q1	103.5
median	106.2857143
Q3	109
95-th percentile	113
Maximum	124
Range	50
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	5.04682118
Coefficient of variation (CV)	0.04765348961
Kurtosis	3.06717699
Mean	105.9066444
Median Absolute Deviation (MAD)	2.714285714
Skewness	-0.8022249078
Sum	171251.0441
Variance	25.47040402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
107	100	0.5%
108	98	0.5%
106	96	0.5%
105	94	0.5%
109	80	0.4%
103	78	0.4%
104	73	0.4%
110	59	0.3%
102	51	0.3%
111	34	0.2%
Other values (311)	854	4.3%
(Missing)	18383	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
74	1	< 0.1%
82	1	< 0.1%
82.5	1	< 0.1%
83.33333333	1	< 0.1%
85	1	< 0.1%
86	2	< 0.1%
88	4	< 0.1%
88.77777778	1	< 0.1%
89	3	< 0.1%
89.5	1	< 0.1%

Value	Count	Frequency (%)
124	3	< 0.1%
123	2	< 0.1%
122	1	< 0.1%
121.6666667	1	< 0.1%
119	2	< 0.1%
118.6666667	1	< 0.1%
118.5	2	< 0.1%
118	5	< 0.1%
117.5	1	< 0.1%
117.2	1	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	3604
Distinct (%)	19.6%
Missing	1588
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	1.576464298

Minimum	0.2
Maximum	25.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.2
5-th percentile	0.53
Q1	0.735
median	0.94
Q3	1.355
95-th percentile	5.71
Maximum	25.33
Range	25.13
Interquartile range (IQR)	0.62

Descriptive statistics

Standard deviation	2.083636156
Coefficient of variation (CV)	1.321714775
Kurtosis	24.80467251
Mean	1.576464298
Median Absolute Deviation (MAD)	0.2566666667
Skewness	4.413790644
Sum	29025.86066
Variance	4.341539629
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.81	168	0.8%
0.8	156	0.8%
0.77	154	0.8%
0.79	154	0.8%
0.73	153	0.8%
0.71	150	0.8%
0.75	145	0.7%
0.7	143	0.7%
0.89	138	0.7%
0.78	136	0.7%
Other values (3594)	16915	84.6%
(Missing)	1588	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	1	< 0.1%
0.22	2	< 0.1%
0.235	1	< 0.1%
0.24	1	< 0.1%
0.27	1	< 0.1%
0.28	1	< 0.1%
0.285	1	< 0.1%
0.3	32	0.2%
0.305	1	< 0.1%
0.31	4	< 0.1%

Value	Count	Frequency (%)
25.33	1	< 0.1%
25	1	< 0.1%
24.57	1	< 0.1%
23.83	1	< 0.1%
23.825	1	< 0.1%
23.495	1	< 0.1%
23.485	1	< 0.1%
23.435	1	< 0.1%
21.31	1	< 0.1%
21.18	1	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	218
Distinct (%)	14.8%
Missing	18529
Missing (%)	92.6%
Infinite	0
Infinite (%)	0.0%
Mean	0.7189215335

Minimum	0.01
Maximum	24.035
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	0.1
median	0.2
Q3	0.43
95-th percentile	2.5
Maximum	24.035
Range	24.025
Interquartile range (IQR)	0.33

Descriptive statistics

Standard deviation	2.022711854
Coefficient of variation (CV)	2.813536332
Kurtosis	59.1130836
Mean	0.7189215335
Median Absolute Deviation (MAD)	0.1
Skewness	7.079414699
Sum	1057.533576
Variance	4.091363246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	425	2.1%
0.2	262	1.3%
0.3	118	0.6%
0.4	80	0.4%
0.5	35	0.2%
0.6	27	0.1%
1	19	0.1%
0.7	17	0.1%
0.25	15	0.1%
0.8	13	0.1%
Other values (208)	460	2.3%
(Missing)	18529	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	5	< 0.1%
0.02	4	< 0.1%
0.03	5	< 0.1%
0.04	4	< 0.1%
0.05	1	< 0.1%
0.05	4	< 0.1%
0.06	6	< 0.1%
0.06	1	< 0.1%
0.07	7	< 0.1%
0.08	4	< 0.1%

Value	Count	Frequency (%)
24.035	1	< 0.1%
21.335	1	< 0.1%
20.57	1	< 0.1%
20	2	< 0.1%
19.815	1	< 0.1%
18.395	1	< 0.1%
17.95	1	< 0.1%
16.6	1	< 0.1%
15.6	1	< 0.1%
15.2	1	< 0.1%

Glucose
Real number (ℝ_≥0)

MISSING

Distinct	7610
Distinct (%)	40.4%
Missing	1173
Missing (%)	5.9%
Infinite	0
Infinite (%)	0.0%
Mean	130.9364556

Minimum	44
Maximum	444.6666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	44
5-th percentile	88.5
Q1	106.6
median	124.2
Q3	144.125
95-th percentile	201.4143939
Maximum	444.6666667
Range	400.6666667
Interquartile range (IQR)	37.525

Descriptive statistics

Standard deviation	36.20263241
Coefficient of variation (CV)	0.2764900902
Kurtosis	5.310666208
Mean	130.9364556
Median Absolute Deviation (MAD)	18.55
Skewness	1.733113816
Sum	2465140.649
Variance	1310.630593
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	109	0.5%
95	101	0.5%
101	94	0.5%
102	92	0.5%
106	86	0.4%
96	85	0.4%
104	84	0.4%
118	83	0.4%
92	83	0.4%
94	82	0.4%
Other values (7600)	17928	89.6%
(Missing)	1173	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
44	1	< 0.1%
51	1	< 0.1%
59.16666667	1	< 0.1%
61	1	< 0.1%
61.5	1	< 0.1%
62	2	< 0.1%
64	1	< 0.1%
65.60714286	1	< 0.1%
66	3	< 0.1%
67	1	< 0.1%

Value	Count	Frequency (%)
444.6666667	1	< 0.1%
439.875	1	< 0.1%
425.1666667	1	< 0.1%
415.35	1	< 0.1%
412.40625	1	< 0.1%
401.5	1	< 0.1%
392	1	< 0.1%
389	1	< 0.1%
376.5	1	< 0.1%
365.3333333	1	< 0.1%

Lactate
Real number (ℝ_≥0)

MISSING

Distinct	2042
Distinct (%)	42.9%
Missing	15240
Missing (%)	76.2%
Infinite	0
Infinite (%)	0.0%
Mean	2.274262809

Minimum	0.5
Maximum	21.04363636
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.5
5-th percentile	0.85
Q1	1.26
median	1.73
Q3	2.621458333
95-th percentile	5.416607143
Maximum	21.04363636
Range	20.54363636
Interquartile range (IQR)	1.361458333

Descriptive statistics

Standard deviation	1.818896201
Coefficient of variation (CV)	0.7997739724
Kurtosis	21.5552717
Mean	2.274262809
Median Absolute Deviation (MAD)	0.5766666667
Skewness	3.769069307
Sum	10825.49097
Variance	3.30838339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.2	34	0.2%
1.1	30	0.1%
1.3	30	0.1%
1.23	28	0.1%
1.4	27	0.1%
1	27	0.1%
0.9	24	0.1%
1.42	23	0.1%
1.35	23	0.1%
1.31	22	0.1%
Other values (2032)	4492	22.5%
(Missing)	15240	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	4	< 0.1%
0.54	1	< 0.1%
0.55	1	< 0.1%
0.56	2	< 0.1%
0.57	4	< 0.1%
0.59	1	< 0.1%
0.6	6	< 0.1%
0.61	1	< 0.1%
0.615	1	< 0.1%
0.62	1	< 0.1%

Value	Count	Frequency (%)
21.04363636	1	< 0.1%
19.425	1	< 0.1%
19.12	1	< 0.1%
17.75	1	< 0.1%
17.42	1	< 0.1%
16.90266667	1	< 0.1%
16.73166667	1	< 0.1%
16.29333333	1	< 0.1%
15.94	1	< 0.1%
15.935	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

MISSING

Distinct	516
Distinct (%)	3.1%
Missing	3543
Missing (%)	17.7%
Infinite	0
Infinite (%)	0.0%
Mean	2.024972919

Minimum	0.5
Maximum	8.042857143
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.5
5-th percentile	1.6
Q1	1.85
median	2
Q3	2.166666667
95-th percentile	2.5
Maximum	8.042857143
Range	7.542857143
Interquartile range (IQR)	0.3166666667

Descriptive statistics

Standard deviation	0.3178351334
Coefficient of variation (CV)	0.1569577205
Kurtosis	25.3527359
Mean	2.024972919
Median Absolute Deviation (MAD)	0.15
Skewness	2.493858888
Sum	33324.97932
Variance	0.101019172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1719	8.6%
1.9	1412	7.1%
2.1	1361	6.8%
1.8	1126	5.6%
2.2	848	4.2%
1.7	721	3.6%
2.3	569	2.8%
2.05	532	2.7%
1.85	425	2.1%
1.95	418	2.1%
Other values (506)	7326	36.6%
(Missing)	3543	17.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	< 0.1%
0.65	1	< 0.1%
0.9	2	< 0.1%
1	5	< 0.1%
1.05	1	< 0.1%
1.1	15	0.1%
1.15	2	< 0.1%
1.2	28	0.1%
1.2	1	< 0.1%
1.233333333	1	< 0.1%

Value	Count	Frequency (%)
8.042857143	1	< 0.1%
7.266666667	1	< 0.1%
6.35	1	< 0.1%
6.2	1	< 0.1%
6.033333333	1	< 0.1%
5.34	1	< 0.1%
5.3	1	< 0.1%
5.066666667	1	< 0.1%
5	1	< 0.1%
4.916666667	1	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	823
Distinct (%)	7.1%
Missing	8365
Missing (%)	41.8%
Infinite	0
Infinite (%)	0.0%
Mean	3.519953026

Minimum	0.6
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.6
5-th percentile	2
Q1	2.75
median	3.3
Q3	4
95-th percentile	5.85
Maximum	12
Range	11.4
Interquartile range (IQR)	1.25

Descriptive statistics

Standard deviation	1.240452874
Coefficient of variation (CV)	0.3524060876
Kurtosis	5.718643859
Mean	3.519953026
Median Absolute Deviation (MAD)	0.6
Skewness	1.737128628
Sum	40954.65345
Variance	1.538723333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	354	1.8%
3.5	350	1.8%
3.4	347	1.7%
3.2	337	1.7%
3.3	321	1.6%
3.1	315	1.6%
2.9	314	1.6%
2.8	287	1.4%
3.6	279	1.4%
3.7	271	1.4%
Other values (813)	8460	42.3%
(Missing)	8365	41.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6	3	< 0.1%
0.65	1	< 0.1%
0.7	1	< 0.1%
0.8	7	< 0.1%
0.85	2	< 0.1%
0.88	1	< 0.1%
0.9	1	< 0.1%
1	13	0.1%
1.033333333	1	< 0.1%
1.1	6	< 0.1%

Value	Count	Frequency (%)
12	6	< 0.1%
11.85	1	< 0.1%
11.8	1	< 0.1%
11.6	1	< 0.1%
11.5	1	< 0.1%
11.4	2	< 0.1%
11.3	1	< 0.1%
11.2	1	< 0.1%
11.13333333	1	< 0.1%
11	1	< 0.1%

Potassium
Real number (ℝ_≥0)

MISSING

Distinct	2065
Distinct (%)	11.1%
Missing	1434
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%
Mean	4.053526956

Minimum	1.825
Maximum	9.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	1.825
5-th percentile	3.366666667
Q1	3.75
median	4
Q3	4.3
95-th percentile	4.928961039
Maximum	9.8
Range	7.975
Interquartile range (IQR)	0.55

Descriptive statistics

Standard deviation	0.5033147111
Coefficient of variation (CV)	0.124167106
Kurtosis	7.23620474
Mean	4.053526956
Median Absolute Deviation (MAD)	0.2872115385
Skewness	1.397132282
Sum	75257.78146
Variance	0.2533256984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	966	4.8%
3.9	857	4.3%
3.8	768	3.8%
4.1	765	3.8%
3.7	645	3.2%
4.2	562	2.8%
3.6	542	2.7%
4.3	474	2.4%
3.5	436	2.2%
4.4	383	1.9%
Other values (2055)	12168	60.8%
(Missing)	1434	7.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.825	1	< 0.1%
2.3	3	< 0.1%
2.325	1	< 0.1%
2.4	1	< 0.1%
2.48	1	< 0.1%
2.5	2	< 0.1%
2.533333333	1	< 0.1%
2.55	3	< 0.1%
2.566666667	1	< 0.1%
2.6	3	< 0.1%

Value	Count	Frequency (%)
9.8	1	< 0.1%
9.4	2	< 0.1%
9.2	2	< 0.1%
8.475	1	< 0.1%
8.2	1	< 0.1%
7.9	1	< 0.1%
7.8	1	< 0.1%
7.6	3	< 0.1%
7.595	1	< 0.1%
7.4	1	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	556
Distinct (%)	6.6%
Missing	11522
Missing (%)	57.6%
Infinite	0
Infinite (%)	0.0%
Mean	1.254390975

Minimum	0.1
Maximum	49.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.3
Q1	0.5
median	0.8
Q3	1.2
95-th percentile	3.121964286
Maximum	49.2
Range	49.1
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	2.316173178
Coefficient of variation (CV)	1.846452361
Kurtosis	121.4421744
Mean	1.254390975
Median Absolute Deviation (MAD)	0.3
Skewness	9.514188877
Sum	10634.72669
Variance	5.364658191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6	739	3.7%
0.5	734	3.7%
0.7	688	3.4%
0.4	653	3.3%
0.8	561	2.8%
0.9	470	2.4%
1	379	1.9%
0.3	359	1.8%
1.1	281	1.4%
1.2	219	1.1%
Other values (546)	3395	17.0%
(Missing)	11522	57.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	30	0.1%
0.1333333333	1	< 0.1%
0.15	1	< 0.1%
0.15	2	< 0.1%
0.2	1	< 0.1%
0.2	150	0.8%
0.2333333333	1	< 0.1%
0.25	19	0.1%
0.2666666667	2	< 0.1%
0.275	1	< 0.1%

Value	Count	Frequency (%)
49.2	1	< 0.1%
45.43333333	1	< 0.1%
41.6	1	< 0.1%
39.24	1	< 0.1%
36.85	1	< 0.1%
35.5	1	< 0.1%
35.4	1	< 0.1%
34.65	1	< 0.1%
30.925	1	< 0.1%
29.4	1	< 0.1%

TroponinI
Real number (ℝ_≥0)

MISSING

Distinct	1916
Distinct (%)	29.2%
Missing	13436
Missing (%)	67.2%
Infinite	0
Infinite (%)	0.0%
Mean	5.111238634

Minimum	0.01
Maximum	409.6833333
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.01
Q1	0.03
median	0.08
Q3	0.8
95-th percentile	31.83739286
Maximum	409.6833333
Range	409.6733333
Interquartile range (IQR)	0.77

Descriptive statistics

Standard deviation	19.08923165
Coefficient of variation (CV)	3.734756488
Kurtosis	77.5875291
Mean	5.111238634
Median Absolute Deviation (MAD)	0.07
Skewness	7.324340532
Sum	33550.17039
Variance	364.3987648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	1209	6.0%
0.03	775	3.9%
0.02	275	1.4%
0.04	237	1.2%
0.05	135	0.7%
0.07	113	0.6%
0.06	113	0.6%
0.08	78	0.4%
0.09	74	0.4%
0.1	56	0.3%
Other values (1906)	3499	17.5%
(Missing)	13436	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	1209	6.0%
0.01142857143	1	< 0.1%
0.012	4	< 0.1%
0.0125	1	< 0.1%
0.01333333333	15	0.1%
0.014	2	< 0.1%
0.015	54	0.3%
0.01666666667	9	< 0.1%
0.01714285714	1	< 0.1%
0.0175	1	< 0.1%

Value	Count	Frequency (%)
409.6833333	1	< 0.1%
298.83	1	< 0.1%
219.285	1	< 0.1%
200	5	< 0.1%
187.8533333	1	< 0.1%
187.8525	1	< 0.1%
183.5	1	< 0.1%
181.6633333	1	< 0.1%
180.08	1	< 0.1%
177.6325	1	< 0.1%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2935
Distinct (%)	16.3%
Missing	1953
Missing (%)	9.8%
Infinite	0
Infinite (%)	0.0%
Mean	32.49811369

Minimum	9.3
Maximum	65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	9.3
5-th percentile	23.13333333
Q1	27.63333333
median	32.3
Q3	36.95
95-th percentile	42.9
Maximum	65
Range	55.7
Interquartile range (IQR)	9.316666667

Descriptive statistics

Standard deviation	6.18521518
Coefficient of variation (CV)	0.1903253598
Kurtosis	-0.2909080435
Mean	32.49811369
Median Absolute Deviation (MAD)	4.65
Skewness	0.2744730185
Sum	586493.4577
Variance	38.25688683
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.5	82	0.4%
34	78	0.4%
35.5	72	0.4%
35	70	0.4%
29.5	70	0.4%
33.3	69	0.3%
34.6	68	0.3%
37	67	0.3%
33	66	0.3%
34.2	66	0.3%
Other values (2925)	17339	86.7%
(Missing)	1953	9.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.3	1	< 0.1%
12.6	1	< 0.1%
13.3	1	< 0.1%
13.55	1	< 0.1%
14.6	1	< 0.1%
15.5	1	< 0.1%
16	1	< 0.1%
16.7	1	< 0.1%
16.93333333	1	< 0.1%
17.25	1	< 0.1%

Value	Count	Frequency (%)
65	1	< 0.1%
64.2	1	< 0.1%
64.1	1	< 0.1%
59.85	1	< 0.1%
59.8	1	< 0.1%
58.15	1	< 0.1%
57.16666667	1	< 0.1%
56.3	1	< 0.1%
55.725	1	< 0.1%
55.6	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	1676
Distinct (%)	9.3%
Missing	1941
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	10.67069996

Minimum	2.6
Maximum	26.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	2.6
5-th percentile	7.55
Q1	8.981666667
median	10.5
Q3	12.2
95-th percentile	14.4
Maximum	26.6
Range	24
Interquartile range (IQR)	3.218333333

Descriptive statistics

Standard deviation	2.145317107
Coefficient of variation (CV)	0.2010474585
Kurtosis	0.3100678804
Mean	10.67069996
Median Absolute Deviation (MAD)	1.6
Skewness	0.4759499628
Sum	192702.1706
Variance	4.602385491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.3	199	1.0%
10.5	189	0.9%
11.2	182	0.9%
11	181	0.9%
10.6	173	0.9%
9.5	172	0.9%
11.8	171	0.9%
11.7	169	0.8%
11.5	165	0.8%
10.9	165	0.8%
Other values (1666)	16293	81.5%
(Missing)	1941	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6	1	< 0.1%
4	1	< 0.1%
4.3	1	< 0.1%
4.5	1	< 0.1%
4.8	1	< 0.1%
4.9	1	< 0.1%
5	1	< 0.1%
5.1	1	< 0.1%
5.133333333	1	< 0.1%
5.233333333	1	< 0.1%

Value	Count	Frequency (%)
26.6	1	< 0.1%
24.8	2	< 0.1%
23.8	1	< 0.1%
23.5	1	< 0.1%
22.5	1	< 0.1%
21.6	1	< 0.1%
21.2	1	< 0.1%
21	1	< 0.1%
20.6	1	< 0.1%
20.55	1	< 0.1%

PTT
Real number (ℝ_≥0)

MISSING

Distinct	1291
Distinct (%)	29.4%
Missing	15602
Missing (%)	78.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.51081585

Minimum	20
Maximum	250
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	20
5-th percentile	24
Q1	28.1
median	31.56071429
Q3	38.2
95-th percentile	84.2
Maximum	250
Range	230
Interquartile range (IQR)	10.1

Descriptive statistics

Standard deviation	26.94099795
Coefficient of variation (CV)	0.6818638737
Kurtosis	24.01269074
Mean	39.51081585
Median Absolute Deviation (MAD)	4.260714286
Skewness	4.399903085
Sum	173768.5681
Variance	725.8173705
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	37	0.2%
30.7	35	0.2%
27.3	35	0.2%
28.6	34	0.2%
28.9	34	0.2%
28.7	33	0.2%
29.5	33	0.2%
28.5	33	0.2%
30.4	32	0.2%
28.8	31	0.2%
Other values (1281)	4061	20.3%
(Missing)	15602	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	21	0.1%
20.1	3	< 0.1%
20.3	1	< 0.1%
20.4	3	< 0.1%
20.5	2	< 0.1%
20.6	2	< 0.1%
20.7	1	< 0.1%
20.8	4	< 0.1%
20.9	5	< 0.1%
21	4	< 0.1%

Value	Count	Frequency (%)
250	3	< 0.1%
249.9	4	< 0.1%
249	12	0.1%
237.5	1	< 0.1%
234.35	1	< 0.1%
212.7166667	1	< 0.1%
212.3	1	< 0.1%
206	1	< 0.1%
204.9	1	< 0.1%
203.4125	1	< 0.1%

WBC
Real number (ℝ_≥0)

MISSING

Distinct	2359
Distinct (%)	13.1%
Missing	2000
Missing (%)	10.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.31449188

Minimum	0.1
Maximum	328.3666667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0.1
5-th percentile	4.4
Q1	7.05
median	9.45
Q3	12.35
95-th percentile	18.5
Maximum	328.3666667
Range	328.2666667
Interquartile range (IQR)	5.3

Descriptive statistics

Standard deviation	6.47318033
Coefficient of variation (CV)	0.6275811167
Kurtosis	495.4497009
Mean	10.31449188
Median Absolute Deviation (MAD)	2.616666667
Skewness	14.65031786
Sum	185660.8538
Variance	41.90206358
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.8	135	0.7%
7.4	124	0.6%
7	120	0.6%
7.5	118	0.6%
8.2	117	0.6%
7.6	117	0.6%
9.4	116	0.6%
7.2	116	0.6%
8	116	0.6%
8.6	116	0.6%
Other values (2349)	16805	84.0%
(Missing)	2000	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	6	< 0.1%
0.1	3	< 0.1%
0.1666666667	1	< 0.1%
0.2	2	< 0.1%
0.3	3	< 0.1%
0.3	1	< 0.1%
0.4	5	< 0.1%
0.4333333333	1	< 0.1%
0.5	1	< 0.1%
0.6	2	< 0.1%

Value	Count	Frequency (%)
328.3666667	1	< 0.1%
200.8	1	< 0.1%
186.125	1	< 0.1%
168.12	1	< 0.1%
163.56	1	< 0.1%
152.9	1	< 0.1%
144.9	1	< 0.1%
142.2	1	< 0.1%
136.9	1	< 0.1%
131.0333333	1	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

MISSING

Distinct	955
Distinct (%)	49.0%
Missing	18052
Missing (%)	90.3%
Infinite	0
Infinite (%)	0.0%
Mean	294.67792

Minimum	35
Maximum	1000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	35
5-th percentile	136.21
Q1	202
median	260.1666667
Q3	349.625
95-th percentile	583.65
Maximum	1000
Range	965
Interquartile range (IQR)	147.625

Descriptive statistics

Standard deviation	142.6140188
Coefficient of variation (CV)	0.483965744
Kurtosis	3.77128363
Mean	294.67792
Median Absolute Deviation (MAD)	68.44047619
Skewness	1.660304846
Sum	574032.5881
Variance	20338.75835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
217	18	0.1%
230	12	0.1%
200	12	0.1%
203	11	0.1%
219	10	0.1%
208	10	0.1%
215	10	0.1%
232	10	0.1%
284	9	< 0.1%
234	9	< 0.1%
Other values (945)	1837	9.2%
(Missing)	18052	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35	1	< 0.1%
55.5	1	< 0.1%
56.5	1	< 0.1%
59.5	1	< 0.1%
61	1	< 0.1%
64	1	< 0.1%
65	1	< 0.1%
67.33333333	1	< 0.1%
70	1	< 0.1%
71	1	< 0.1%

Value	Count	Frequency (%)
1000	6	< 0.1%
954	1	< 0.1%
945	1	< 0.1%
919	1	< 0.1%
912	1	< 0.1%
888	1	< 0.1%
882	1	< 0.1%
878	1	< 0.1%
871.8333333	1	< 0.1%
867	1	< 0.1%

Platelets
Real number (ℝ_≥0)

MISSING

Distinct	2817
Distinct (%)	15.6%
Missing	1992
Missing (%)	10.0%
Infinite	0
Infinite (%)	0.0%
Mean	201.0262893

Minimum	4
Maximum	2322
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	4
5-th percentile	78.84791667
Q1	139.5
median	189
Q3	248
95-th percentile	360.5
Maximum	2322
Range	2318
Interquartile range (IQR)	108.5

Descriptive statistics

Standard deviation	92.86094032
Coefficient of variation (CV)	0.4619343105
Kurtosis	19.09495413
Mean	201.0262893
Median Absolute Deviation (MAD)	54
Skewness	1.932377351
Sum	3620081.417
Variance	8623.154238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
206	77	0.4%
182	74	0.4%
158	71	0.4%
186	70	0.4%
162	68	0.3%
167	67	0.3%
168	67	0.3%
200	66	0.3%
173	66	0.3%
165	66	0.3%
Other values (2807)	17316	86.6%
(Missing)	1992	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	< 0.1%
4.5	2	< 0.1%
5	3	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
11	3	< 0.1%
11.33333333	1	< 0.1%
11.5	1	< 0.1%
11.75	1	< 0.1%

Value	Count	Frequency (%)
2322	1	< 0.1%
1022.666667	1	< 0.1%
893.5	1	< 0.1%
876.6666667	1	< 0.1%
876.25	1	< 0.1%
848.6666667	1	< 0.1%
838	2	< 0.1%
831	1	< 0.1%
829	1	< 0.1%
822	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct	77
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.6488

Minimum	14
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	14
5-th percentile	30
Q1	50
median	62
Q3	72
95-th percentile	85
Maximum	100
Range	86
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	16.67181022
Coefficient of variation (CV)	0.2748910155
Kurtosis	-0.1562598942
Mean	60.6488
Median Absolute Deviation (MAD)	11
Skewness	-0.2649819802
Sum	1212976
Variance	277.949256
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67	572	2.9%
68	539	2.7%
66	512	2.6%
65	510	2.5%
61	498	2.5%
69	495	2.5%
71	481	2.4%
62	477	2.4%
63	470	2.4%
70	467	2.3%
Other values (67)	14979	74.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14	2	< 0.1%
15	2	< 0.1%
16	5	< 0.1%
17	13	0.1%
18	32	0.2%
19	54	0.3%
20	65	0.3%
21	99	0.5%
22	59	0.3%
23	77	0.4%

Value	Count	Frequency (%)
100	392	2.0%
89	111	0.6%
88	138	0.7%
87	145	0.7%
86	187	0.9%
85	187	0.9%
84	206	1.0%
83	247	1.2%
82	242	1.2%
81	224	1.1%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.4 KiB

1.0	10732
0.0	9268

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	60000
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	10732	53.7%
0.0	9268	46.3%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	10732	53.7%
0.0	9268	46.3%

Most occurring characters

Value	Count	Frequency (%)
0	29268	48.8%
.	20000	33.3%
1	10732	17.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40000	66.7%
Other Punctuation	20000	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	29268	73.2%
1	10732	26.8%

Other Punctuation

Value	Count	Frequency (%)
.	20000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	60000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	29268	48.8%
.	20000	33.3%
1	10732	17.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	60000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	29268	48.8%
.	20000	33.3%
1	10732	17.9%

Unit1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	6095
Missing (%)	30.5%
Memory size	156.4 KiB

0.0	6982
1.0	6923

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41715
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	6982	34.9%
1.0	6923	34.6%
(Missing)	6095	30.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	6982	50.2%
1.0	6923	49.8%

Most occurring characters

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27810	66.7%
Other Punctuation	13905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20887	75.1%
1	6923	24.9%

Other Punctuation

Value	Count	Frequency (%)
.	13905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20887	50.1%
.	13905	33.3%
1	6923	16.6%

Unit2
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	6095
Missing (%)	30.5%
Memory size	156.4 KiB

1.0	6982
0.0	6923

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	41715
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	6982	34.9%
0.0	6923	34.6%
(Missing)	6095	30.5%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	6982	50.2%
0.0	6923	49.8%

Most occurring characters

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	27810	66.7%
Other Punctuation	13905	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20828	74.9%
1	6982	25.1%

Other Punctuation

Value	Count	Frequency (%)
.	13905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	41715	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41715	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20828	49.9%
.	13905	33.3%
1	6982	16.7%

HospAdmTime
Real number (ℝ)

ZEROS

Distinct	8890
Distinct (%)	44.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-55.072586

Minimum	-5366.86
Maximum	0
Zeros	1145
Zeros (%)	5.7%
Negative	18855
Negative (%)	94.3%
Memory size	156.4 KiB

Quantile statistics

Minimum	-5366.86
5-th percentile	-244.829
Q1	-52.3525
median	-8.57
Q3	-3.38
95-th percentile	0
Maximum	0
Range	5366.86
Interquartile range (IQR)	48.9725

Descriptive statistics

Standard deviation	135.5956936
Coefficient of variation (CV)	-2.462126867
Kurtosis	241.4449376
Mean	-55.072586
Median Absolute Deviation (MAD)	8.52
Skewness	-10.8324003
Sum	-1101451.72
Variance	18386.19213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1145	5.7%
-0.02	238	1.2%
-0.01	170	0.9%
-0.03	134	0.7%
-0.04	125	0.6%
-0.05	104	0.5%
-0.07	94	0.5%
-0.06	78	0.4%
-0.09	70	0.4%
-0.08	55	0.3%
Other values (8880)	17787	88.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5366.86	1	< 0.1%
-3397.64	1	< 0.1%
-3342.34	1	< 0.1%
-3189.39	1	< 0.1%
-3112.12	1	< 0.1%
-2929.37	1	< 0.1%
-2842.11	1	< 0.1%
-2667.34	1	< 0.1%
-2384.78	1	< 0.1%
-2382.34	1	< 0.1%

Value	Count	Frequency (%)
0	1145	5.7%
-0.01	6	< 0.1%
-0.01	170	0.9%
-0.01	3	< 0.1%
-0.02	6	< 0.1%
-0.02	238	1.2%
-0.02	6	< 0.1%
-0.03	37	0.2%
-0.03	134	0.7%
-0.03	26	0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	229
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.683325

Minimum	4.5
Maximum	170
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	4.5
5-th percentile	7.5
Q1	12
median	20
Q3	24
95-th percentile	29.5
Maximum	170
Range	165.5
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	11.64465905
Coefficient of variation (CV)	0.5916002021
Kurtosis	44.00773376
Mean	19.683325
Median Absolute Deviation (MAD)	6
Skewness	4.964837969
Sum	393666.5
Variance	135.5980843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	682	3.4%
19.5	663	3.3%
20.5	652	3.3%
18.5	643	3.2%
21	643	3.2%
22	608	3.0%
21.5	594	3.0%
19	575	2.9%
22.5	570	2.9%
11	558	2.8%
Other values (219)	13812	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	193	1.0%
5	102	0.5%
5.5	115	0.6%
6	105	0.5%
6.5	145	0.7%
7	176	0.9%
7.5	202	1.0%
8	294	1.5%
8.5	325	1.6%
9	375	1.9%

Value	Count	Frequency (%)
170	1	< 0.1%
169	1	< 0.1%
168.5	5	< 0.1%
168	1	< 0.1%
167.5	1	< 0.1%
164	1	< 0.1%
163.5	1	< 0.1%
160.5	1	< 0.1%
159.5	1	< 0.1%
156.5	2	< 0.1%

SepsisLabel
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	295
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02389112032

Minimum	0
Maximum	1
Zeros	18858
Zeros (%)	94.3%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.07438016529
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1289478231
Coefficient of variation (CV)	5.397311693
Kurtosis	42.14090161
Mean	0.02389112032
Median Absolute Deviation (MAD)	0
Skewness	6.400592311
Sum	477.8224064
Variance	0.01662754107
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18858	94.3%
1	223	1.1%
0.9090909091	26	0.1%
0.8333333333	19	0.1%
0.6666666667	19	0.1%
0.4545454545	16	0.1%
0.7692307692	14	0.1%
0.4761904762	14	0.1%
0.2272727273	13	0.1%
0.625	13	0.1%
Other values (285)	785	3.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18858	94.3%
0.005988023952	1	< 0.1%
0.006329113924	1	< 0.1%
0.01162790698	1	< 0.1%
0.01379310345	1	< 0.1%
0.01785714286	1	< 0.1%
0.0221402214	1	< 0.1%
0.02222222222	1	< 0.1%
0.02686567164	1	< 0.1%
0.02884615385	1	< 0.1%

Value	Count	Frequency (%)
1	223	1.1%
0.9090909091	26	0.1%
0.9	3	< 0.1%
0.8333333333	19	0.1%
0.8181818182	2	< 0.1%
0.7692307692	14	0.1%
0.75	1	< 0.1%
0.7142857143	13	0.1%
0.6923076923	3	< 0.1%
0.6666666667	19	0.1%

Sepsis
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.4 KiB

0.0	18858
1.0	1142

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	60000
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	18858	94.3%
1.0	1142	5.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.0	18858	94.3%
1.0	1142	5.7%

Most occurring characters

Value	Count	Frequency (%)
0	38858	64.8%
.	20000	33.3%
1	1142	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	40000	66.7%
Other Punctuation	20000	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	38858	97.1%
1	1142	2.9%

Other Punctuation

Value	Count	Frequency (%)
.	20000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	60000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	38858	64.8%
.	20000	33.3%
1	1142	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	60000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	38858	64.8%
.	20000	33.3%
1	1142	1.9%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	230
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.09975

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.4 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	23
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	23.27525267
Coefficient of variation (CV)	0.6109030287
Kurtosis	44.03440685
Mean	38.09975
Median Absolute Deviation (MAD)	12
Skewness	4.965291886
Sum	761995
Variance	541.7373868
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39	697	3.5%
38	667	3.3%
36	664	3.3%
40	651	3.3%
41	639	3.2%
43	610	3.0%
42	596	3.0%
37	591	3.0%
21	564	2.8%
44	563	2.8%
Other values (220)	13758	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	204	1.0%
9	114	0.6%
10	126	0.6%
11	120	0.6%
12	164	0.8%
13	205	1.0%
14	218	1.1%
15	305	1.5%
16	327	1.6%
17	373	1.9%

Value	Count	Frequency (%)
336	5	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	2	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
0	100001	98.613636	95.340909	36.760000	112.772727	83.113636	64.272727	19.477273	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30.000000	NaN	7.800000	NaN	1.500000	NaN	149.000000	NaN	2.050000	NaN	3.950000	NaN	NaN	35.30	11.30	NaN	10.800000	NaN	170.000000	73.0	1.0	1.0	0.0	-214.64	12.5	24.0
1	100002	64.282609	97.869565	37.330435	126.978261	80.260870	59.500000	21.826087	37.166667	NaN	NaN	NaN	NaN	NaN	NaN	NaN	17.000000	NaN	8.200000	NaN	0.840000	NaN	130.916667	NaN	2.250000	2.700	4.566667	NaN	3.700000	31.40	11.10	NaN	13.200000	NaN	85.000000	83.0	1.0	0.0	1.0	-123.17	13.0	25.0
2	100003	114.833333	94.125000	37.075000	130.742857	94.750000	82.542857	25.093750	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5597.0	30.333333	337.0	8.133333	NaN	1.663333	3.35	125.375000	NaN	2.166667	4.300	4.800000	4.25	0.556667	33.35	11.10	NaN	14.050000	NaN	297.500000	48.0	1.0	NaN	NaN	-2.83	22.0	43.0
3	100004	91.429825	99.892857	37.600000	134.309091	85.272727	69.145455	11.960000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	67.0	1.0	1.0	0.0	-1.93	30.0	59.0
4	100005	73.818182	96.568182	36.673684	135.383721	75.158537	57.162791	25.261905	NaN	NaN	NaN	0.4	7.535	23.9	94.05	40.0	54.800000	231.0	6.557143	NaN	1.200000	NaN	142.454545	2.775	1.950000	4.500	5.142857	0.60	0.032500	24.58	8.16	30.566667	14.566667	NaN	375.666667	50.0	1.0	1.0	0.0	-3.27	26.5	52.0
5	100006	71.111111	94.833333	36.531250	143.277778	94.600000	72.481481	17.018519	NaN	NaN	23.8	NaN	NaN	39.5	98.65	38.0	15.666667	51.0	8.500000	NaN	0.740000	NaN	231.375000	NaN	2.050000	5.100	4.360000	1.10	NaN	46.90	15.78	24.200000	8.066667	NaN	152.333333	50.0	1.0	NaN	NaN	0.00	29.0	47.0
6	100007	89.305556	97.500000	37.155556	145.847222	94.444444	73.500000	17.882353	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34.0	15.500000	112.0	8.450000	NaN	0.405000	0.10	131.333333	NaN	1.700000	4.000	3.900000	0.50	NaN	25.98	8.14	26.600000	7.000000	NaN	403.000000	42.0	1.0	NaN	NaN	-1145.97	19.0	37.0
7	100008	80.945652	95.422222	36.703750	148.706522	83.065217	60.228261	19.166667	34.000000	NaN	NaN	0.4	7.356	38.2	NaN	NaN	43.000000	NaN	5.203636	104.2	2.918333	NaN	134.695652	1.736	2.440000	4.275	5.472727	NaN	NaN	24.30	8.00	NaN	10.700000	NaN	112.333333	65.0	1.0	0.0	1.0	-211.64	25.5	50.0
8	100009	69.384615	97.865385	36.433333	138.031250	82.312500	65.583333	17.125000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	12.000000	NaN	9.300000	NaN	0.710000	NaN	103.000000	NaN	1.900000	NaN	3.900000	NaN	NaN	36.20	11.80	NaN	5.700000	NaN	201.000000	82.0	0.0	NaN	NaN	-128.39	15.5	30.0
9	100010	92.133333	98.466667	36.933333	147.066667	98.866667	83.600000	16.066667	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34.000000	NaN	9.000000	NaN	1.770000	NaN	212.388889	NaN	2.200000	4.100	4.100000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	32.0	0.0	1.0	0.0	-8.13	8.5	16.0

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	Hours
19990	119991	76.086957	97.068182	36.856522	134.869565	84.434783	53.086957	17.868421	35.333333	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14.0	NaN	7.50	NaN	0.790000	NaN	117.636364	NaN	1.600000	NaN	4.10000	NaN	NaN	26.300000	8.400000	NaN	6.400000	NaN	96.000000	81.0	0.0	0.0	1.0	-66.13	13.0	25.0
19991	119992	92.112500	95.225000	36.800000	148.875000	102.037500	75.050000	20.897436	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	37.0	NaN	9.20	NaN	9.930000	NaN	110.333333	NaN	1.800000	6.6	4.50000	NaN	0.41	30.200000	9.500000	NaN	2.800000	NaN	198.000000	45.0	1.0	1.0	0.0	-4.55	21.0	41.0
19992	119993	82.357143	94.857143	36.533333	131.583333	94.333333	75.500000	18.750000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	15.0	NaN	8.30	NaN	1.010000	NaN	132.000000	NaN	2.000000	2.6	4.10000	NaN	0.01	42.000000	14.900000	NaN	12.300000	NaN	175.000000	65.0	1.0	NaN	NaN	-3.53	11.0	21.0
19993	119994	74.109756	96.963415	37.402439	123.634146	77.146341	57.670732	18.200000	29.444444	NaN	NaN	0.42	7.313333	34.5	98.166667	NaN	15.0	NaN	3.73	NaN	1.073333	NaN	129.791667	5.778333	2.033333	3.6	4.15625	NaN	NaN	30.300000	10.250000	NaN	9.300000	NaN	66.500000	71.0	1.0	0.0	1.0	-29.57	21.5	42.0
19994	119995	62.268293	94.926829	36.020000	147.804878	106.048780	78.073171	19.231707	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	NaN	8.80	NaN	0.810000	NaN	106.571429	NaN	2.000000	3.0	3.50000	NaN	NaN	39.200000	13.100000	NaN	7.000000	289.0	154.000000	76.0	1.0	0.0	1.0	-14.90	21.5	42.0
19995	119996	89.456522	98.086957	36.400000	131.366667	84.602273	71.922222	19.176471	NaN	NaN	NaN	NaN	NaN	NaN	NaN	849.0	6.0	259.0	8.75	NaN	0.495000	NaN	147.500000	NaN	1.950000	NaN	3.65000	3.3	0.01	42.700000	13.800000	NaN	12.600000	NaN	238.000000	84.0	0.0	NaN	NaN	-6.69	24.5	48.0
19996	119997	61.062500	96.833333	36.800000	119.562500	90.937500	70.250000	20.384615	45.000000	NaN	NaN	NaN	NaN	NaN	NaN	24.0	5.5	116.0	13.80	NaN	0.770000	0.1	103.750000	NaN	3.150000	3.1	3.35000	0.7	1.09	46.700000	15.550000	38.2	10.400000	NaN	189.000000	30.0	1.0	NaN	NaN	-0.02	13.0	25.0
19997	119998	80.202381	96.255814	36.733333	157.526316	116.157895	88.644737	20.578947	NaN	NaN	NaN	NaN	NaN	NaN	NaN	9.0	55.0	68.0	8.05	NaN	7.685000	NaN	87.000000	NaN	1.900000	4.1	4.25000	0.2	NaN	27.966667	8.471429	NaN	12.266667	NaN	197.333333	60.0	0.0	1.0	0.0	-53.64	25.0	49.0
19998	119999	94.333333	92.722222	37.620000	141.722222	100.833333	74.416667	21.666667	NaN	NaN	NaN	NaN	NaN	NaN	NaN	33.5	28.5	49.5	8.45	NaN	1.010000	NaN	109.500000	NaN	NaN	NaN	3.40000	1.0	NaN	23.066667	7.733333	NaN	10.700000	NaN	263.500000	84.0	0.0	1.0	0.0	-10.74	10.5	20.0
19999	120000	82.727273	98.045455	36.714286	127.106061	92.030303	71.015152	17.000000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.0	10.0	75.0	9.10	NaN	0.535000	0.1	191.100000	NaN	2.200000	4.0	3.45000	0.9	NaN	37.350000	11.800000	29.1	6.100000	NaN	223.000000	62.0	0.0	NaN	NaN	0.00	18.0	35.0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Missing values

Sample

First rows

Last rows